Economic Actors & Reward Mechanics

Hubic’s decentralized economy is structured around three primary roles, each contributing to the zk-compute pipeline and earning HUB based on verified outputs:


👤 1. Model Owners

Role: Register zk-compatible AI models to the on-chain registry. They define pricing and receive a share of all inference fees generated by their models.

💸 Revenue Model:

  • Set a flat or dynamic price per inference call.

  • Earn a default 60% share of every valid task using their model.

  • Can tokenize model ownership as ERC-20/NFT to distribute income.

🌍 RWA Integration:

  • Tokenized ownership: Revenue is streamed to token holders.

  • DAO-managed models: Governance over fee structure, model updates, and upgrade rights.


⚙️ 2. Executors (zk-Inference Nodes)

Role: Run the model’s zk-circuit off-chain and generate a proof.

🧾 Participation Requirements:

  • Stake HUB to enter execution pools.

  • Meet proof latency and compactness constraints.

💰 Compensation:

  • Earn 20% of inference fee per job.

  • Bonus tiers for proof efficiency, model diversity, and low error rates.

📈 Enhancements:

  • Performance history boosts future routing priority.

  • zk-signed benchmarks can be published for discoverability.


✅ 3. Verifiers (Validation Nodes / Contracts)

Role: Confirm the integrity of each proof and enforce correctness.

🔍 Responsibilities:

  • Load model hash and verification key from the registry.

  • Match proof → input → model → output.

  • Trigger payment or slashing.

💰 Rewards:

  • Receive 20% of inference fee per successful verification.

  • Long-term bonuses based on uptime and audit performance.

⚠️ Slashing Conditions:

Misbehavior
Penalty Applied

Accepting invalid proof

Slashing of staked HUB

Collusion with executor

Slash + blacklisting

Missed validation SLA

Loss of role + reward cut


⚖️ Revenue Split Summary (Per Inference Job):

Actor
Share (%)
Paid In
Notes

Model Owner

60%

HUB

Can be auto-routed to RWA holders

Executor Node

20%

HUB

zk-proof generation

Verifier Node

20%

HUB

On-chain proof validation


This system ensures that all compute work, validation, and model ownership is financially accountable, proof-enforced, and natively composable with RWA tokens and Ethereum protocols.

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